conftrace_

posterior distribution

259 papers

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Co-occurring keywords

bayesian inference (1907) variational inference (2069) markov chain monte carlo (725) uncertainty quantification (1393) bayesian neural network (201) thompson sampling (237) gaussian process (1200) neural network (6616) kullback-leibler divergence (181) generative model (2892)

Papers

Robust RegBayes: Selectively Incorporating First-Order Logic Domain Knowledge into Bayesian Models ICML 2014
Bayesian Switching Interaction Analysis Under Uncertainty AISTATS 2014
BayesOpt: A Bayesian Optimization Library for Nonlinear Optimization, Experimental Design and Bandits JMLR 2014
Scalable and Robust Bayesian Inference via the Median Posterior ICML 2014
Accelerating ABC methods using Gaussian processes AISTATS 2014
Stochastic Regret Minimization via Thompson Sampling COLT 2014
Accurate and Robust Registration of Nonrigid Surface Using Hierarchical Statistical Shape Model CVPR 2013
Thompson Sampling for 1-Dimensional Exponential Family Bandits NIPS 2013
A Statistical Model for Recreational Trails in Aerial Images CVPR 2013
Summary Statistics for Partitionings and Feature Allocations NIPS 2013
A simple example of Dirichlet process mixture inconsistency for the number of components NIPS 2013
Evidence Estimation for Bayesian Partially Observed MRFs AISTATS 2013
Stochastic Variational Inference JMLR 2013
Randomized Ensemble Tracking ICCV 2013
Reconciling "priors" & "priors" without prejudice? NIPS 2013
Learning Efficient Random Maximum A-Posteriori Predictors with Non-Decomposable Loss Functions NIPS 2013
On Bayesian Upper Confidence Bounds for Bandit Problems AISTATS 2012
Bayesian active learning with localized priors for fast receptive field characterization NIPS 2012
Putting Bayes to sleep NIPS 2012
A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function NIPS 2012
Bayesian estimation of discrete entropy with mixtures of stick-breaking priors NIPS 2012
Theoretical Analysis of Bayesian Matrix Factorization JMLR 2011
Global Solution of Fully-Observed Variational Bayesian Matrix Factorization is Column-Wise Independent NIPS 2011
Bayesian Inference for Statistical Abduction Using Markov Chain Monte Carlo ACML 2011
Collective Graphical Models NIPS 2011